Recent publications
The following list includes most of my publications in books and journals
and a selection of recent conference papers. A BIB file including all
my publications can be downloaded here. If you for some reason cannot access a particular paper, please, do not hesitate to contact me. The following disclaimer applies to the papers that are available for download as PDF files.
Books
- Zs. Lendek, T. M. Guerra, R. Babuska, B. De Schutter.
Stability Analysis and Nonlinear Observer Design Using Takagi-Sugeno Fuzzy Models. Springer, Germany, 2010.
- L. Busoniu, R. Babuska, B. De Schutter, and D. Ernst.
Reinforcement Learning and Dynamic Programming Using Function Approximators. CRC Press, Boca Raton, Florida, 2010.
Matlab code used for the numerical studies in the book is available.
- R. Babuska and F.C.A. Groen, editors. Interactive Collaborative Information Systems. Springer,
2010.
- R. Babuska.
Fuzzy Modeling for Control. Kluwer Academic Publishers, Boston, 1998.
A fuzzy identification
toolbox for MATLAB which implements some of the methods described in
the book is available.
- H.B. Verbruggen and R. Babuska, editors. Fuzzy Control: Advances
in Applications. World Scientific,
Singapore, 1999.
- H.B. Verbruggen, H.-J. Zimmermann, and R. Babuska, editors. Fuzzy Algorithms for Control.
Kluwer Academic Publishers,
Boston, USA, 1999.
Journal papers
- Zs. Lendek, R. Babuska, J. Braaksma, and C. de Keizer.
Decentralized estimation of overflow losses in a hopper-dredger.
Control Engineering Practice, 16(4):392–-406, 2008.
- Lucian Busoniu, Robert Babuska, and Bart De Schutter.
A comprehensive survey of multi-agent reinforcement learning.
IEEE Transactions on Systems, Man, and Cybernetics. Part C:
Applications and Reviews, 38(2):156-172, 2008.
PDF file.
- K.M. van Schagen, L.C. Rietveld, and R. Babuska.
Dynamic modelling for optimisation of pellet softening.
Journal of Water Supply: Reasearch and Technology-AQUA,
57(1):45-56.
- K.M. van Schagen, L.C. Rietveld, R. Babuska, and E. Baars.
Control of the fluidised bed in the pellet softening process.
Chemical Engineering Science, 63(5):1390-1400, 2008.
- K.M. van Schagen, L.C. Rietveld, R. Babuska, and O.J.I. Kramer.
Model-based operational constraints for fluidised bed crystallisation.
Water Research, 42(1-2):327-337, 2008.
- Complexity management in fuzzy systems: A rule base compression
approach (book review).
IEEE Computational Intelligence Magazine, 2(4):42-43, 2007.
PDF file.
- J. Braaksma, J.B. Klaassens, R. Babuska, and C. de Keizer.
A computationally efficient model for predicting overflow mixture
density in a hopper dredger.
Terra et Aqua, 106(16):16-25, 2007.
- K.M. van Schagen, R. Babuska, L.C. Rietveld, and E. Baars.
Optimal flow distribution over multiple parallel pellet reactors: a
model-based approach.
Water Science & Technology, 53(4-5):493-501, 2006.
- M. Oosterom and R. Babuska.
Design of a gain-scheduling mechanism for flight control laws by
fuzzy clustering.
Control Engineering Practice, 14:769-781, 2006.
- K. Maertens, J. De Baerdemaeker, and R. Babuska.
Genetic polynomial regression as input selection algorithm for
non-linear identification.
Soft Computing, 10(9):785-795, 2006.
- W.A. Halang, R. Sanz, R. Babuska, and H. Roth.
Information and communication technology embraces control: Status
report prepared by the ifac coordinating committee on computers, cognition
and communication.
Annual Reviews in Control, 30(1):31-40, 2006.
- A. Sala, T.M. Guerra, and R. Babuska.
Perspectives of fuzzy systems and control.
Fuzzy Sets and Systems, 156(3):432-444, 2005.
- K. Maertens, R. Babuska, and J. De Baerdemaeker.
Evolutionary input selection for the non-linear identification of
complex processes.
Computers and Electronics in Agriculture, 49(3):441-451, 2005.
- A. Breijs, B. Klaassens, and R. Babuska.
Automated design environment for serial industrial manipulators.
Industrial Robot: An International Journal, 32(1):32-34, 2005.
- S. Mollov, R. Babuška, J. Abonyi and H.B. Verbruggen.
Effective Optimization for Fuzzy Model Predictive Control.
IEEE Transactions on Fuzzy Systems, 12(5):661-675, 2004.
PDF file.
- R. Sindelar and R. Babuška.
Input Selection for Nonlinear Regression Models.
IEEE Transactions on Fuzzy Systems, 12(5):688-696, 2004.
PDF file.
- R. Babuška and Henk Verbruggen.
Neuro-fuzzy methods for nonlinear system identification.
Annual Reviews in Control, 27(1):73-85, 2003.
- H. Roubos and R. Babuška.
Comments on the benchmarks in "A proposal for improving the accuracy of linguistic
modeling" and related articles.
IEEE Transactions on Fuzzy Systems, 11(6):861-865, 2003.
PDF file.
- T.A. Johansen and R. Babuška.
Multi-objective identification of Takagi-Sugeno fuzzy models.
IEEE Transactions on Fuzzy Systems, 11(6):847-860, 2003.
PDF file.
- R. Babuška, M.R. Damen, C. Hellinga, and H. Maarleveld.
Intelligent adaptive control of bioreactors.
Journal of Intelligent Manufacturing, 14(2):255-265, 2003.
- P. Korba, R. Babuška, H.B. Verbruggen, and P.M. Frank.
Fuzzy gain scheduling: Controller and observer design based on Lyapunov
method and convex optimization.
IEEE Transactions on Fuzzy Systems, 11(3):285-298, 2003.
PDF file.
- S. Mešic, R. Babuška, H.C. Hoogsteden, and A.F.M. Verbraak.
Computer-controlled mechanical simulation of the artificially ventilated human respiratory system.
IEEE Transactions on Biomedical Engineering, 50(6):731-743, 2003.
PDF file.
- S. Mollov, T.J.van den Boom, F. Cuesta, A. Ollero and R. Babuska.
Robust stability constraints for fuzzy model predictive control.
IEEE Transactions on Fuzzy Systems, 10(1):50-64, 2002.
PDF file.
- R. Babuška, J. Oosterhoff, A. Oudshoorn, and P.M. Bruijn.
Fuzzy self-tuning PI control of pH in fermentation.
Engineering Applications of Artificial Intelligence, 15:3-15, 2002.
- M. Oosterom and R. Babuška.
Soft computing applications in sensor management and flight control law reconfiguration.
IEEE Transactions on Systems, Man and Cybernetics, Part C: Applications and Reviews, 32(2):125-139, 2002.
- J. Abonyi, R. Babuška, and F. Szeifert.
Modified Gath-Geva fuzzy clustering for identification of Takagi-Sugeno fuzzy models.
IEEE Transactions on Systems, Man and Cybernetics, Part B: Cybernetics, 32(5):612-621, 2002.
- S.-F. Wu, C.J.H. Engelen, R. Babuška, Q.-P. Chu, and J.A. Mulder.
Fuzzy logic based full-envelope autonomous flight control for an atmospheric re-entry spacecraft.
Control Engineering Practice, 11(1):11-25, 2003.
- M.S. Lourens, L. Alic, B. van den Berg, A.F.M. Verbraak,
J.M. Bogaard, H.C. Hoogsteden, and R. Babuška.
Estimation of expiratory time constants via fuzzy clustering.
Journal of Clinical Monitoring and Computing, 17(1):15-22, 2002.
- M. Damen, R. Babuška, and Y. Zhu.
Intelligent adaptive control of bioreactors.
Bioforum International, 6(6):334-335, 2002.
- M. Setnes and R. Babuska.
Fuzzy decision support for the control of detergent production.
International Journal of Adaptive Control and Signal Processing, 15(8):769-785, 2001.
- R. Babuska, L. Alic, M.S. Lourens, A.F.M. Verbraak, and J. Bogaard.
Estimation of respiratory parameters via fuzzy clustering.
Artificial Intelligence in Medicine, 21(1-3):91-105, 2001.
- J. Abonyi, R. Babuska and F. Szeifert.
Fuzzy modeling with multivariate membership functions: gray-box identification and control design.
IEEE Transactions on Systems, Man and Cybernetics, Part B: Cybernetics, 31(5):755-767, 2001.
- M. Setnes and R. Babuska.
Rule base reduction: some comments on the use of orthogonal transforms.
IEEE Transactions on Systems, Man and Cybernetics, Part C: Applications and Reviews, 31(2):199-206, 2001.
- S.-F. Wu, C.J.H. Engelen, Q.-P. Chu, R. Babuška, J.A. Mulder, and G. Ortega.
Fuzzy logic based attitude control of the spacecraft x-38 along a nominal re-entry trajectory.
Control Engineering Practice, 9(7):699-707, 2001.
- L.G. Bakker, A.H.M. Brouwer, and R. Babuška.
Integrated predictive adaptive control of heating, cooling, ventilation, daylighting and electrical
lighting in buildings.
International Journal of Solar Energy, 21(2-3):203-217, 2001.
- S. Mollov, R. Babuška, and P. van der Veen.
Nonlinear model based predictive control of a GDI engine.
Journal A, 42(1):31-38, 2001.
- J. Abonyi, R. Babuska, H.B. Verbruggen, and F. Szeifert.
Incorporating prior knowledge in fuzzy model identification.
International Journal of Systems Science, 31(5):657-667, 2000.
- J. Abonyi, R. Babuska, M. Ayala Botto, F. Szeifert, and L. Nagy.
Identification and control of nonlinear systems using fuzzy Hammerstein models.
Industrial and Engineering Chemistry Research, 39(11):4302-4314, 2000.
- O. Nelles, A. Fink, R. Babuska, and M. Setnes.
Comparison of two construction algorithms for Takagi-Sugeno fuzzy models.
International Journal of Applied Mathematics and Computer Science, 10(4):835-855, 2000.
- J.A. Roubos, R. Babuska, P. Krabben, and J.J. Heijnen.
Hybrid modeling of fed-batch bioprocesses: Combination of physical equations with metabolic networks and black-box kinetics.
Journal A, 41(3):17-23, 2000.
- R. Babuska, H.B. Verbruggen, and H.J.L. van Can.
Fuzzy modeling of enzymatic penicillin-G conversion.
Engineering Applications of AI, 12(1):79-92, 1999.
- M. Setnes and R. Babuska.
Fuzzy relational classifier trained by fuzzy clustering.
IEEE Transactions on Systems, Man and Cybernetics, Part B: Cybernetics, 29(5):619-625, 1999.
- M. Alvarez Grima and R. Babuska.
Fuzzy model for the prediction of unconfined compressive strength of rock samples.
International Journal of Rock Mechanics and Mining Science, 36(3):339-349, 1999.
- J.A. Roubos, S. Mollov, R. Babuska, and H.B. Verbruggen.
Fuzzy model based predictive control by using Takagi-Sugeno fuzzy models.
International Journal of Approximate Reasoning, 22(1/2):3-30, 1999.
- T.J.J. Kalker, C.P. van Goor, P.J. Roeleveld, M.F. Ruland, and R. Babuska.
Fuzzy control of aeration in an activated sludge wastewater treatment plant: design, simulation and evaluation.
Water Science and Technology, 39(4):71-78, 1999.
- U. Kaymak, R. Babuska, H.R. van Nauta Lemke, and G. Honderd.
A fuzzy logic system for steady-state security analysis of power systems.
Journal of Intelligent and Fuzzy Systems, 6:345-359, 1998.
- P. Baranyi, I.M. Bavelaar, R. Babuska, L.T. Kóczy, A.
Titli, and H.B. Verbruggen. A method to invert a linguistic fuzzy model.
International Journal
of Systems Science, 29(7):711-721, 1998.
- W.M. van Buijtenen, G. Schram, R. Babuska, and H.B. Verbruggen.
Adaptive fuzzy control of satellite attitude by reinforcement learning.
IEEE Transactions
on Fuzzy Systems, 6(2):185-194, 1998.
- M. Setnes, R. Babuska, and H.B. Verbruggen. Complexity
reduction in fuzzy modeling. IMACS
Journal Mathematics and Computers in Simulation, 46:507-516, 1998.
- M. Setnes, R. Babuska, U. Kaymak, and H.R. van Nauta Lemke. Similarity
measures in fuzzy rule base simplification. IEEE Transactions on
Systems, Man & Cybernetics, 28(3):376-386, 1998.
- M. Setnes, R. Babuska, and H.B. Verbruggen. Rule-based modeling:
Precision and transparency. IEEE Transactions on Systems, Man and Cybernetics,
Part C: Applications and Reviews, 28(1):165-169, 1998.
- M.P.G.J. Besteman, C.H.L. Limpens, R. Babuska, J.B. Otten, and
M. Verhaegen. Modelling and identification of a strip guidance process
with internal feedback. IEEE Transactions on Control Systems Technology,
pages 88-102, 1997.
- J.M. Sousa, R. Babuska, and H.B. Verbruggen. Fuzzy predictive
control applied to an air-conditioning system. Control Engineering Practice,
5(10):1395-1406, 1997.
- C. Onnen, R. Babuska, U. Kaymak, J.M. Sousa, H.B. Verbruggen,
and R. Isermann. Genetic algorithms for optimization in predictive control.
Control Engineering Practice, 5(10):1363-1372, 1997.
- M.H. den Hartog, R. Babuska, H.J.R. Deketh, M. Alvarez Grima,
P.N.W. Verhoef, and H.B. Verbruggen. Knowledge-based fuzzy model for performance
prediction of a rock-cutting trencher. International Journal of Approximate
Reasoning, 16(1):43-66, 1997.
- M. Setnes, R. Babuska, and H.B. Verbruggen.
Transparent fuzzy modeling: Data exploration and fuzzy sets aggregation.
International Journal of Human Computer Studies, 49(2):159-179, 1998.
Chapters in edited volumes
- Lucian Busoniu, Damien Ernst, Bart De Schutter, and Robert Babuska.
Continuous-state reinforcement learning with fuzzy approximation.
In Karl Tuyls, Ann Nowe, Zahia Guessoum, and Daniel Kudenko,
editors, Adaptive Agents and Multi-Agent Systems III, volume 4865 of
Lecture Notes in Computer Science, pages 27-43. Springer, 2008.
- J. Braaksma, B. Klaassens, R. Babuska, and C. de Keizer.
Hybrid control design for a robot manipulator in a shield tunneling machine.
In J. Braz, H. Araujo, A. Vieira, and B. Encarnacao, editors,
Informatics in Control, Automation and Robotics I, pages 143-150.
Springer, Dordrecht, The Netherlands, 2006.
- R. Babuska. An overview of nonlinear identification and control with fuzzy
systems. In A. Ruano, editor, Intelligent Control Systems Using
Computational Intelligence Techniques, pages 1-36. IEE Control Series,
London, UK, 2005.
- J. Abonyi, J.A. Roubos, R. Babuška, and F. Szeifert.
Interpretable semi-mechanistic fuzzy models by clustering, OLS and FIS model reduction.
In J. Casillas, O. Cordon, F. Herrera, and L. Magdalena, editors,
Interpretability Issues in Fuzzy Modeling, pages 221-248. Springer-Verlag, Heidelberg, 2003.
- F. Jiménez, A.F. Gómez-Skarmeta, G. Sánchez,
H. Roubos, and R. Babuška. Accurate, transparent and compact
fuzzy models by multi-objective evolutionary algorithms. In J. Casillas,
O. Cordon, F. Herrera, and L. Magdalena, editors, Interpretability
Issues in Fuzzy Modeling, pages 431-451. Springer-Verlag, Heidelberg,
2003.
- R. Babuška. Accuracy and transparency of fuzzy systems. In
H-J. Zimmerman, G. Tselentis, M. van Someren, and G. Dounias,
editors, Advances in Computational Intelligence and Learning: Methods
and Applications, pages 3-16. Kluwer Academic Publishers, Boston,
USA, 2002.
- R. Babuška. Neuro-fuzzy methods for modeling and identification.
In A. Abraham, L.C. Jain, and J. Kacprzyk, editors, Recent
Advances in Intelligent Paradigms and Applications, pages 161-186.
Springer-Verlag, Heidelberg, 2002.
- R. Babuška. Fuzzy logic techniques. In J.M. Meij, editor, Dealing
with the data flood, pages 717-726. STT/Beweton, The Hague, the Netherlands,
2002.
- R. Babuška and M. Oosterom.
Fuzzy clustering for multiple-model approaches in system identification and control.
In W. Pedrycz, editor, Granular Computing: An Emerging Paradigm, pages 306-323.
Physica-Verlag, Heidelberg, 2001.
- R. Babuska. Fuzzy clustering algorithms with applications to rule extraction.
In P.S. Szczepaniak and P.J.G. Lisboa, editors,
Fuzzy Systems in Medicine, pages 139-173. Springer-Verlag, Heidelberg, 2000.
- M. Setnes and R. Babuska. Fuzzy modeling for predictive control.
In S.S. Farinwata, D. Filev, and R. Langari, editors, Fuzzy Control:
Synthesis and Analysis, pages 23-46. John Wiley and Sons, Chichester,
UK, 2000.
- M. Setnes and R. Babuska. Transparent fuzzy modeling. In A. Kent
and J.G. Williams, editors, Encyclopedia of Computer Science and Technology,
Volume 43 (Supplement 28), volume 43, pages 303-335. Marcel Dekker,
Inc., New York, 2000.
- R. Babuska. An overview of fuzzy modeling and model-based fuzzy
control. In H.B. Verbruggen and R. Babuska, editors, Fuzzy Control: Advances
in Applications, pages 3-36. World
Scientific, Singapore, 1999.
- H.A.B. te Braake, J.A. Roubos, and R. Babuska. Semi-mechanistic
modeling and its application to biochemical processes. In H.B. Verbruggen
and R. Babuska, editors, Fuzzy Control: Advances
in Applications, pages 205-226. World
Scientific, Singapore,1999.
- K.-E. Årzén, M. Johansson, and R. Babuska. Fuzzy
control versus conventional control. In H.B. Verbruggen, H.-J. Zimmermann,
and R. Babuska, editors, Fuzzy Algorithms for Control,
pages 59-82. Kluwer Academic
Publishers, Boston, USA, 1999.
- R. Babuska and M. Setnes. Data-driven construction of transparent
fuzzy models. In H.B. Verbruggen, H.-J. Zimmermann, and R. Babuska, editors,
Fuzzy Algorithms for Control, pages 83-108. Kluwer Academic Publishers,
Boston, USA, 1999.
- R. Babuska. Fuzzy modeling: Principles, methods and applications.
In C. Bonivento, C. Fantuzzi, and R. Rovatti, editors, Fuzzy Logic Control: Advances
in Methodology, pages 187-220. World
Scientific, Singapore, 1998.
- R. Babuska, J.M. Sousa, and H.B. Verbruggen. Inverse fuzzy model
based predictive control. In D. Driankov and R. Palm, editors, Advances
in Fuzzy Control, pages 129-154. Springer, Heidelberg, Germany,
1998.
- R. Babuska and H.B. Verbruggen. Constructing fuzzy models by
product space clustering. In H. Hellendoorn and D. Driankov, editors, Fuzzy
Model Identification: Selected Approaches, pages 53-90 Springer,
Berlin, Germany, 1997.
- R. Babuska and H.B. Verbruggen. Fuzzy modeling and model-based
control for nonlinear systems. In M. Jamshidi, A. Titli, S. Boverie, and
L.A. Zadeh, editors, Applications
of Fuzzy Logic: Towards High Machine Intelligence Quotient Systems,
pages 49-74. Prentice Hall, New York, 1997.
- R. Babuska and H.B. Verbruggen. Fuzzy set methods for local modeling
and identification. In R. Murray-Smith and T. A. Johansen, editors, Multiple
Model Approaches to Nonlinear Modeling and Control, pages 75-100.
Taylor & Francis, London, UK, 1997.
- H. te Braake, R. Babuska, E. van Can, and C. Hellinga. Predictive
control in biotechnology using fuzzy and neural models. In J.F.M. van Impe,
P. Vanrolleghem, and D. Iserentant, editors, Advanced Instrumentation,
Data Interpretation, and Control of Biotechnological Processes,
pages 437-464. Kluwer Academic Publishers, 1998.
Conference publications
- Lucian Busoniu, Damien Ernst, Bart De Schutter, and Robert Babuska.
Fuzzy approximation for convergent model-based reinforcement
learning.
In Proceedings 2007 IEEE International Conference on Fuzzy
Systems (FUZZ-IEEE-07), pages 968-973, London, UK, 23-26 July 2007.
- Lucian Busoniu, Damien Ernst, Bart De Schutter, and Robert Babuska.
Continuous-state reinforcement learning with fuzzy approximation.
In Adaptive Learning Agents and Multi-Agent Systems
(ALAMAS-07) Symposium, pages 21-35, Maastricht, The Netherlands, 2-3
April 2007.
- J. Braaksma, R. Babuska, J.B. Klaassens, and C. de Keizer.
Model predictive control for optimizing the overall dredging
performance of a trailing suction hopper dredger.
In Proceedings of the Eighteenth World Dredging Congress (WODCON
XVIII), pages 1263-1274, Lake Buena Vista, USA, May 2007.
- D. Wangli, J. Braaksma, R. Babuska, J.B. Klaassens, and C. de Keizer.
Evaluation of dredging performance in a trailing suction hopper
dredger.
In Proceedings of the Eighteenth World Dredging Congress (WODCON
XVIII), pages 1275-1284, Lake Buena Vista, USA, May 2007.
- Zs. Lendek, R. Babuska, and B. De Schutter.
Distributed kalman filtering for multi-agent systems.
In Proceedings ECC'07, volume 1, pages 2193-2200, Kos, Greece,
July 2007.
- Zs. Lendek, R. Babuska, and B. De Schutter.
Stability of cascaded Takagi-Sugeno fuzzy systems.
In Proceedings IEEE International Conference on Fuzzy Systems,
volume 1, pages 505-510, London, UK, July 2007.
- Zs. Lendek, R. Babuska, and B. De Schutter.
TS fuzzy controllers for cascaded systems.
In T. M. Guerra, editor, Proceedings of 3rd IFAC Workshop on
Advanced Fuzzy and Neural Control, pages 1-6, October 2007.
- J.M. van Ast and R. Babuska.
Dynamic exploration in Q(lambda)-learning.
In Proceedings IEEE International Joint Conference on Neural
Networks, pages 41-46, Vancouver, Canada, July 2006.
- S. Wang, J. Braaksma, R. Babuska, and D. Hobbelen.
Reinforcement learning control for biped robot walking on uneven
surfaces.
In Proceedings IEEE International Joint Conference on Neural
Networks, pages 4173-4178, Vancouver, Canada, July 2006.
- R. Babuska, J.M. van Ast, and S. Mesic.
A fuzzy-logic system for detecting oscillations in control loops.
In Proceedings IEEE International Conference on Fuzzy Systems,
pages 6660-6665, Vancouver, Canada, July 2006.
- R. Hallouzi, M. Verhaegen, R. Babuska, and S. Kanev.
Model weight and state estimation for multiple model systems applied
to fault detection and identification.
In Proceedings 14th IFAC Symposium on System Identification,
SYSID'06, Newcastle, Australia, March 2006.
- Lucian Busoniu, Bart {De Schutter, and Robert Babu\v{ska.
Decentralized reinforcement learning control of a robotic manipulator.
In Proceedings 9th International Conference of Control,
Automation, Robotics, and Vision ({ICARCV-06), pages 1347-1352, Singapore,
December 2006.
- D. Bellomo, D. Naso, and R. Babuska.
Evaluation of adaptive fuzzy controllers: a real-world experiment.
In Proceedings IEEE International Conference on Fuzzy Systems,
pages 1074-1079, Reno, USA, May 2005.
- K.M. van Schagen, R. Babuska, L.C. Rietveld, J. Wuister, and A.M.J.
Veersma. Modeling and predictive control of pellet reactors for water softening.
In Preprints 16th IFAC World Congress, pages Mo-M01-TP/6, Prague, Czech Republic, July 2005.
- R. Hallouzi, V. Verdult, R. Babuska, and M. Verhaegen.
Fault detection and identification of actuator faults using linear
parameter varying models.
In Preprints 16th IFAC World Congress, pages Mo-M05-TO/1,
Prague, Czech Republic, July 2005.
- D. Bellomo, D. Naso, B. Turchiano, and R. Babuska.
Composite adaptive fuzzy control.
In Preprints 16th IFAC World Congress, pages Tu-E09-TO/2,
Prague, Czech Republic, July 2005.
- L. Busoniu, B. De Schutter, and R. Babuska. Multiagent reinforcement
learning with adaptive state focus. In Proceedings 17th Belgium-Netherlands
Conference on Artificial Intelligence, pages 35-42, Brussels, Belgium,
October 2005.
- R. Babuška and M. Oosterom. Design of optimal membership
functions for fuzzy gain-scheduled control. In Proceedings IEEE International
Conference on Fuzzy Systems, pages 476-481, St. Louis, USA, May
2003.
- J. Abonyi, R. Babuška, and B. Feil. Structure selection
for nonlinear input-output models based on fuzzy cluster analysis. In
Proceedings IEEE International Conference on Fuzzy Systems,
pages 464-469, St. Louis, USA, May 2003.
- R. Babuška, P.J. van der Veen, and U. Kaymak. Improved
covariance estimation for Gustafson-Kessel clustering.In Proceedings
of the 2002 IEEE International Conference on Fuzzy Systems, volume 2,
pages 1081-1085, Honolulu, Hawaii, May 2002.
- T.A. Johansen and R. Babuška. On multi-objective identification
of Takagi-Sugeno fuzzy model parameters. In Preprints 15th IFAC World
Congress, pages T-Mo-A04, paper no. 587, Barcelona, Spain, July
2002.
- M.A. Botto, R. Babuška, and J. Sá da Costa.
Discrete-time robust pole-placement design through global optimization.
In Preprints 15th IFAC World Congress, pages T-Tu-M21, paper no. 2083,
Barcelona, Spain, July 2002.
- M. Oosterom and R.Babuška. Fuzzy gain-scheduled H-infinity
flight control law design. In Proceedings AIAA Guidance, Navigation
and Control Conference, pages AIAA-2002-4748, Monterey, CA, August
2002.
- A. Ichtev, J. Hellendoorn, R. Babuška, and S. Mollov.
Fault-tolerant model-based predictive control using multiple takagi-sugeno
fuzzy models. In Proceedings of the 2002 IEEE International Conference
on Fuzzy Systems, volume 1, pages 346-351, Honolulu, Hawaii,
May 2002.
- F. Jiménez, G. Sanchez, A.F. Gómez-Skarmeta,
H. Roubos, and R. Babuška. Fuzzy modeling with multi-objective
neuro-evolutionary algorithms. In Proceedings IEEE International Conference
on Systems, Man and Cybernetics, volume 3, pages 253-258, Hemmamat,
Tunisia, October 2002.
- N. du Bois, M. De Cock, E.E. Kerre, and R. Babuška.
A fuzzy set theoretical approach to the automatic generation of absenteeism
analyses in natural language. In Proceedings 9th International Conference
on Information Processing and Management of Uncertainty in Knowledge-Based
Systems, volume III, pages 1961-1968, Annecy, France, July 2002.
- F. Jiménez, A.F. Gómez-Skarmeta, J.A. Roubos, and
R. Babuška. Accurate, transparent and compact fuzzy models for function
approximation and dynamic modeling through multi-objective evolutionary
optimization. In Proceedings EMO'01: Evolutionary Multi-Criterion Optimization,
Lectures Notes in Computer Science, vol. 1993, pages 653-667, Zurich, Switzerland,
March 2001. Springer-Verlag.
- M. Oosterom and R. Babuška. Fuzzy logic applications in aircraft
sensor management systems. In Proceedings Israel Annual Conference on
Aerospace Sciences, pages 160-167, Tel Aviv and Haifa, February 2001.
- R. Babuska. Construction of fuzzy systems –- interplay between
precision and transparency. In Proceedings European Symposium on Intelligent
Techniques (ESIT 2000), pages 445-452, Aachen, Germany, September
2000.
- A. Hegyi, B. De Schutter, S. Hoogendoorn, R. Babuska, and H.
van Zuylen. Fuzzy decision support system for traffic control centers.
In Proceedings European Symposium on Intelligent Techniques (ESIT 2000),
pages 289-395, Aachen, Germany, September 2000.
- J. Abonyi and R. Babuska. Local and global identification and
interpretation of parameters in Takagi-Sugeno fuzzy models. In Proceedings
9th IEEE International Conference on Fuzzy Systems - FUZZ-IEEE 2000, pages
835-840, San Antonio, USA, May 2000.
- D. Passaquay, M. Bross, R. Babuska, S. Boverie, and A. Titli.
Performance evaluation of a fuzzy rule base for control purpose. In Proceedings
9th IEEE International Conference on Fuzzy Systems - FUZZ-IEEE 2000,
pages 423-428, San Antonio, USA, May 2000.
- S. Mollov, R. Babuska, and H.B. Verbruggen. Decoupling MBPC using
fuzzy models. In Proceedings 9th IEEE International Conference on Fuzzy
Systems - FUZZ-IEEE 2000, pages 417-422, San Antonio, USA, May 2000.
- S.F. Wu, C.J.H. Engelen, R. Babuska, Q.P. Chu, and J.A.Mulder.
Intelligent flight controller design with fuzzy logic for an atmospheric
re-entry vehicle. In Proceedings AIAA Guidance, Navigation and Control
Conference, pages AIAA-2000-0174, Denver, USA, 2000.
- M. Oosterom, G. Schram, R.Babuska, and H.B. Verbruggen. Automated
procedure for gain scheduled flight control law design. In Proceedings
AIAA Guidance, Navigation and Control Conference, pages AIAA-2000-4253,
Denver, USA, 2000.
- C. Pereira, A. Dourado, and R. Babuska. Constructive on-line
learning for a neuro-fuzzy network with fuzzy sets obtained by delaunay
triangulation. In Proceedings 39th Conf. Dec. Contr., pages 3556-3561,
Sydney, Australia, December 2000.
- R. Babuska, J.M. Sousa, and H.B. Verbruggen. Predictive control
of nonlinear systems based on fuzzy and neural models. In Proceedings
European Control Conference, pages CA-12-4, 1999.
- R. Babuska. Data-driven fuzzy modeling: transparency and complexity
issues. In Proceedings European Symposium on Intelligent Techniques ESIT'99,
AB-01, Crete, Greece, June 1999. PDF file.
- R. Babuska, H.B. Verbruggen, and H. Hellendoorn. Promising fuzzy
modeling and control methodologies for industrial applications. In Proceedings
European Symposium on Intelligent Techniques ESIT'99, AB-02, Crete,
Greece, June 1999. PDF file.
- J. Abonyi, R. Babuska, M. Setnes, H.B. Verbruggen, and F. Szeifert.
Constrained parameter estimation in fuzzy modeling. In Proceedings FUZZ-IEEE'99,
pages 951-956, Seoul, Korea, August 1999.
- A. Gegov, R. Babuska, and H.B. Verbruggen. Linguistic analysis
of interactions in mimo fuzzy systems. In Preprints 14th IFAC World
Congress, volume K, pages 249-254, Bejing, China, July 1999.
- P.J. van der Veen, R. Babuska, and H.B. Verbruggen. Comparison
of nonlinear predictive control methods for a waste-water treatment benchmark.
In Proceedings European Control Conference, pages BA-7-1, 1999.
- R. Babuska, J.A. Roubos, and H.B. Verbruggen. Identification
of mimo systems by input-output TS fuzzy models. In Proceedings FUZZ-IEEE'98,
pages 657-662, 1998.
- R. Babuska, A. Gegov, and H.B. Verbruggen. Decoupling of multivariable
rule-based fuzzy systems. In Proceedings IFAC/IMACS International Symposium
on Artificial Inteligence in Real-Time Control - AIRTC 98, 1998.
- R. Babuska and M. Setnes. Data-driven construction of transparent
fuzzy models: Methods and applications. In Proceedings Sixth European
Congress on Intelligent Techniques and Soft Computing EUFIT'98, pages
594-602, Aachen, Germany, 1998.
- R. Babuska and H.B. Verbruggen. Fuzzy identification of Hammerstein
systems. In Proceedings Seventh IFSA World Congress, volume II, pages
348-353, Prague, Czech Republic, June 1997.
- R. Babuska and M. Verhaegen. Identification of nonlinear dynamical
systems as a composition of local linear parametric or state space models.
In Proceedings IFAC SYSID'1997, pages 703-708, Fukuoka, Japan, 1996.
- S. Mollov, R. Babuska, and H.B. Verbruggen. Predictive control
by multiple-step linearization of Takagi-Sugeno fuzzy models. In Proceedings
IFAC/IMACS International Conference on Artificial Inteligence in Real-Time
Control - AIRTC 98, 1998.
- H.L.H. van Ginneken, R. Babuska, J.Th. Groennou, and H.B. Verbruggen.
Black-box modelling of a rapid sand filter. In Proceedings IFAC/IMACS
International Conference on Artificial Inteligence in Real-Time Control -
AIRTC 98, 1998.
- A. Gegov, R. Babuska, and H.B. Verbruggen. Linguistic decoupling
in MIMO fuzzy systems. In Sixth European Congress on Intelligent Techniques
and Soft Computing EUFIT'98, pages 1620-1624, Aachen, Germany, 1998.
- J.A. Roubos, R. Babuska, P.M. Bruijn, and H.B. Verbruggen. Predictive
control by local linearization of a Takagi-Sugeno fuzzy model. In Proceedings
FUZZ-IEEE'98, pages 37-42, 1998.
- A. Koene, M. Setnes, R. Babuska, and P.M. Bruijn. Data-driven
initialization and structure learning in fuzzy neural networks. In Proceedings
FUZZ-IEEE'98, pages 1147-1152, 1998.
- F. Snijder, R. Babuska, and M. Verhaegen. Finding the bias-variance
tradeoff during NN training and its implication on structure selection.
In Proceedings FUZZ-IEEE'98, pages 1613-1618, 1998.
- T.J.J. Kalker, C. van Goor, P.J. Roeleveld, M.F. Ruland, and
R. Babuska. Fuzzy control of aeration in an activated sludge wastewater
treatment plant: Design, simulation and evaluation. In Proceedings Application
of Models in Water Management - AQUATECH, pages 148-155, Amsterdam, the
Netherlands, 1998.
- L.G. Bakker, A.H.M. Brouwer, and R. Babuska. Integrated smart
control of heating, cooling, ventilation, daylighting and electrical lighting
in buildings. In Proceedings 2nd European Conference on Energy Performance
and Indoor Climate in Buildings EPIC'98, pages 642-647, Lyon, France,
November 1998.
- C. Fantuzzi, R. Rovatti, and R. Babuska. Rule reduction algorithm
for SISO Takagi-Sugeno models. In Preprints IFAC Symposium on Artificial
Intelligence in Real-Time Control, pages 440-444, Kuala Lumpur, Malaysia,
September 1997.
- H.A.B. te Braake, H.J.L. van Can, R. Babuska, and H.B. Verbruggen.
Predictive control of the pH in a penicillin conversion process. In Preprints
IFAC Symposium on Artificial Intelligence in Real-Time Control, pages
475-480, Kuala Lumpur, Malaysia, September 1997.
- H.A.B. te Braake, H.J.L. van Can, R. Babuska, and H.B. Verbruggen.
Semi-mechanistic and black-box modeling of an enzymatic conversion process.
In Preprints IFAC Symposium on Artificial Intelligence in Real-Time Control,
pages 428-433, Kuala Lumpur, Malaysia, September 1997.
- U. Kaymak, R. Babuska, M. Setnes, H.B. Verbruggen, and H.R. van
Nauta Lemke. Methods for simplification of fuzzy models. In D. Ruan, editor,
Intelligent Hybrid Systems: Fuzzy Logic, Neural Networks, and Genetic
Algorithms, pages 91-107. 1997.
- M. Setnes, R. Babuska, and H.B. Verbruggen. Complexity reduction
in fuzzy modeling. In Proceedings of the 2nd MATHMOD, pages 51-56,
Vienna, Austria, February 1997.
- M. Setnes and R. Babuska. Fuzzy relational models for classification.
In Proceedings of the Seventh IFSA World Congress, volume III, pages
135-140, Prague, Czech Republic, June 1997.
- M. Setnes, R. Babuska, H.B. Verbruggen, M.D. Sánchez,
and H.F.P. van den Boogaard. Fuzzy modeling and similarity analysis applied
to ecological data. In Proceedings FUZZ-IEEE'97, pages 415-420,
Barcelona, Spain, jul 1997.
- J.M. Sousa, R. Babuska, and H.B. Verbruggen. Internal model control
with a fuzzy model: Application to an air-conditioning system. In Proceedings
FUZZ-IEEE'97, pages 207-212, Barcelona, Spain, jul 1997.
Robert Babuska, November 2003